Tool Python Beginner 30 min

Richardson-Lucy deconvolution with scikit-image: two beads in one blur

Afterwards you can deconvolve an image with a known point spread function using richardson_lucy, and stop before the iterations turn noise into detail.

Image analysis·Inverse problems Biology, Physics

Tool Python Intermediate 35 min

Gerchberg-Saxton algorithm in NumPy: a phase-only hologram for 25 spots

Afterwards you can design a phase-only hologram with the Gerchberg-Saxton algorithm in NumPy and measure its diffraction efficiency and spot uniformity.

Inverse problems Biology, Engineering, Physics

Tool Python Beginner 35 min

CT reconstruction with scikit-image: a head slice from its projections

Afterwards you can simulate a CT sinogram with radon, reconstruct it with iradon and iradon_sart, and choose the angle count and filter for your noise.

Inverse problems Engineering, Physics